{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#  mplfinance plot customizations\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In this notebook, we demonstrate the use of various keyword arguments to customize:\n",
    "- figure size and aspect ratio\n",
    "- display of non-trading periods (weekends, holidays, after hours trading)\n",
    "- figure title\n",
    "- y-axis label\n",
    "- x-axis datetime format\n",
    "- x-axis labels rotation\n",
    "- line color for line plot\n",
    "- tight_layout\n",
    "- fill_between"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read in daily data for the S&P 500 from November of 2019 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 5)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-01</th>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.95</td>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.91</td>\n",
       "      <td>510301237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-04</th>\n",
       "      <td>3078.96</td>\n",
       "      <td>3085.20</td>\n",
       "      <td>3074.87</td>\n",
       "      <td>3078.27</td>\n",
       "      <td>524848878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-01  3050.72  3066.95  3050.72  3066.91  510301237\n",
       "2019-11-04  3078.96  3085.20  3074.87  3078.27  524848878"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-27</th>\n",
       "      <td>3145.49</td>\n",
       "      <td>3154.26</td>\n",
       "      <td>3143.41</td>\n",
       "      <td>3153.63</td>\n",
       "      <td>421853938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-29</th>\n",
       "      <td>3147.18</td>\n",
       "      <td>3150.30</td>\n",
       "      <td>3139.34</td>\n",
       "      <td>3140.98</td>\n",
       "      <td>286602291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-27  3145.49  3154.26  3143.41  3153.63  421853938\n",
       "2019-11-29  3147.18  3150.30  3139.34  3140.98  286602291"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(2)\n",
    "daily.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.9b3'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- `figscale` is used to scale the size fo the figure up or down.\n",
    "\n",
    "- `figscale=1.0` means that the _height_ of the plot will be the default height (see below);<br>&nbsp;&nbsp;&nbsp;&nbsp; the width of the plot will depend upon the aspect ratio.\n",
    "\n",
    "- `figratio` modifies the aspect ratio of the plot.\n",
    "  - specify a tuple (width,height) for `figratio`.\n",
    "  \n",
    "- `figscale` and `figratio` may be used independently (they do _not_ need to be specified together)\n",
    "\n",
    "- If not specified, the default values (as of June 2020) are:\n",
    "  - `figscale = 1.0`\n",
    "  - `figratio = (8.00,5.75)`\n",
    "\n",
    "(one may also specify simply `figsize` which _overrides both_ `figscale` and `figratio`<br> specifying explicitly, at the same time, both the size and aspect ratio of the figure.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1035x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 517.5x287.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily)\n",
    "mpf.plot(daily,figratio=(18,10))\n",
    "mpf.plot(daily,figratio=(18,10),figscale=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Displaying non-trading periods\n",
    "\n",
    "---\n",
    "\n",
    "- Some users like to see gaps in the plot created by non-trading periods (days or, for intraday data, hours)\n",
    "- Non-trading periods can be displayed using the **` show_nontrading `** kwarg.\n",
    "- In the example below, these gaps make it easy to visualize weekend and the U.S. Thanksgiving Holiday.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x517.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x517.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle',volume=True,figscale=0.9)\n",
    "mpf.plot(daily,type='candle',volume=True,figscale=0.9,show_nontrading=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "---\n",
    "\n",
    "#### Setting the Figure Title, the Y-axis Label, and the X-axis Label:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle',volume=True,\n",
    "         title='\\nS&P 500, Nov 2019',\n",
    "         ylabel='OHLC Candles',\n",
    "         ylabel_lower='Shares\\nTraded',\n",
    "         xlabel='DATE')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Setting the x-axis datetime format and x-axis labels rotation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 520x373.75 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 520x373.75 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 520x373.75 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 520x373.75 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,figscale=0.65)\n",
    "mpf.plot(daily,figscale=0.65,xrotation=20)\n",
    "mpf.plot(daily,figscale=0.65,datetime_format=' %A, %d-%m-%Y')\n",
    "mpf.plot(daily,figscale=0.65,datetime_format=' %A, %d-%m-%Y',xrotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Setting linecolor for a line plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily, type='line', linecolor='#00ff00')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### tight layout:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,volume=True,figscale=0.75,mav=(3,6))\n",
    "mpf.plot(daily,volume=True,figscale=0.75,mav=(3,6),tight_layout=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### fill_between\n",
    "\n",
    "#### Usage:\n",
    "- `fill_between=y1` \n",
    "  - `y1` is a single y value, or a series of y values the same length as your data frame.\n",
    "- `fill_between=dict(y1=value(s),y2=0,where=None,**kwargs)`\n",
    "  - `y2` defaults to 0, and is a single value, or series of values the same length as your data frame.\n",
    "  - `where` is a boolean series the same length as your data frame.\n",
    "  - `kwargs` are any additional kwargs accepted by matplotlib `Axes.fill_between()`.\n",
    "  \n",
    "\n",
    "#### Note that \n",
    "`mpf.plot()` kwarg `fill_between=` is similar to matplotlib method [`Axes.fill_between()`](https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.fill_between.html)<br> **except** you **do** ***NOT*** specify the x-axis (**rather the x-axis is assumed to be the datetime index of your dataframe**)\n",
    "\n",
    "#### Examples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "A single y-value or series **assumes** we fill between ZERO and that single y-value or series.\n",
      "\n",
      "Therefore, scale down the data, close to zero, so that we can demonstrate specifying\n",
      "a single y-value, or single y-series for fill_between:\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "A single y-value or series **assumes** we fill between ZERO and that single y-value or series.\n",
    "\n",
    "Therefore, scale down the data, close to zero, so that we can demonstrate specifying\n",
    "a single y-value, or single y-series for fill_between:\n",
    "\n",
    "''')\n",
    "scaled_down_data = (daily/3000)-1.0\n",
    "\n",
    "mpf.plot(scaled_down_data,figscale=0.7)\n",
    "mpf.plot(scaled_down_data,figscale=0.7,fill_between=0.03)\n",
    "mpf.plot(scaled_down_data,figscale=0.7,fill_between=scaled_down_data['Close'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Use a dict to specify two y values or series (y1 and y2) for fill between:\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "Use a dict to specify two y values or series (y1 and y2) for fill between:\n",
    "\n",
    "''')\n",
    "\n",
    "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=3090,y2=3120))\n",
    "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=3100,y2=daily['Close'].values))\n",
    "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=daily['Low'].values,y2=daily['High'].values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Use a dict to specify other attributes (kwargs) for fill_between:\n",
      "\n",
      "To demonstrate use of the `where` kwarg to display a holding period,\n",
      "we convert the datetime index into a dataframe, and use that to generate a boolean array:\n",
      "\n",
      "where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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fmuvwM1C/luSlKevJqlvQwsJCJCcn49q1a1bTu3evatCRnp7e6G0VFxdj8uTJMBgM+PLLL+vcz46MjAQAXLp0yWp69b3qqKioJsdPRLeWVdL4z3G1ygpDrX88s6P2QVZn0nq9HnFxcXjjjTcwdepUy/SzZ88CQJ3GYA0RRREzZsyA0WjE559/jg4dOtRZpl+/fvD09MT+/ftx9913W6bv27cPPj4+6Nu3b8t2hojqEEURvxf+1uT1/vXEUjtEQ9VqX35tqKtVan2yKtLBwcF47LHHsHLlSvj5+aF///7IycnBwoULERAQgOHDh//xbGXVG6iiogJms9ly5u3q6gpPT08kJyfj559/xscff2w1v1pAQABUKhVefPFFLF26FN27d0f//v3x888/44svvsDs2bOhVDb+xj4RNU6+Lg95mlypw6Baqi/Vk/zIqkgDwIIFCxAYGIjExETk5+fD398f/fr1Q1xcHLy8vLB8+XKsWLHCap3qHsTGjh2L+Ph4HD58GADw0ksv1fsaaWlpAIBnn30WCoUCK1aswJUrVxASEoLZs2djwoQJdtxDovYrsyQdGmNZk9eb9mWc1e+VFZVYM2lFA0uTrfA5cenJrkirVCrExcUhLi6u3vnTp0/H9OnTb7qNDz/8EB9++GGjXm/y5MmYPHlyU8MkomZIKzrT5A5KAEDp2vhHrKjpTqVlSx0CNUB2RZqIHFOZoRQXitLgrbLNY5BkO3JpjU51yap1NxE5roulGSjRF8HbxUfqUIjaDBZpImoVF4rPwSSamnW5m6i94qeFiOyu0lyJ1Osn4anyljqUFquvtyg+skT2wiJNRHaXU3YJBbqrCFQHAzcf00L2+LgStSZe7iYiu0svPo8KUwVcnd2kDoWoTeGZNBHZlSiKSL1+Cq7ObhAcYMzD+h5X0ul09Y5HTdRSLNJEZFcF5VeRo7kEHxc/qUOxCT6uRK2JRZqI7Cqz5ALKDKUIcg+ROpQ6lK4q/P2rF1GiL4JbjdHwiOSC96SJyK7OFf0OQVBAIfDrpjXodFp0DfOFIAhNGreY5ImfGiKyG12lFueLfoePC3sZI2oOXu4mIrvJKs1Akb4QnTwjbLpdpasK07+dZdNttkV8ZtvxsUgTkd2kF5+D0WyE0okDZNgDn9l2fLzcTUR2YTKbcKbgJDxUXlKHQtRm8UyaiOwiR3MZ18rz0cEtQOpQHNatntnW6XQQRev5fISsbWlxkd69ezd27tyJ33//HUVFRfj1118BAO+//z5efPFF+Pk5xrORRNQ0maUXoDNqEe7cRepQHNatCu69fet2sHLhcpG9wiE7aHaRNhgMePnll3Ho0CEAVb0KVfcmpNPpsHHjRhw9ehSbN2+Gj4+PTYIlorahupcxFydXh+hlrDXodFrLPeZTadk84yUALbgnnZSUhIMHD0IURURGRsLZ+Ua912g0cHJyQmZmJlavXm2TQImo7SisuI5LpZkO08tYW/Xzr+dwKi3b6h+1Lc0u0jt37oQgCFi0aBF27doFDw8Py7zAwECsXbsWoijihx9+sEmgRNR2ZJVW9TLm5dL2h6ZsKp1OB51Oa/Wv/uW0tf7Z/tEptVoNtdrd6h+1Lc2+3J2bmwsXFxeMHj263vn33nsv3NzckJ+f3+zgiKhtOl90FgDgJDhJHEnrq2+gjfruA/PxKWqMZp9Jq9Vq6PV6XL9+vd75Z8+eRXl5OVxcXJodHBG1PRXGcpwtPAPvP3oZq6ww1PpXKXGERG1Hs8+k+/bti4MHD+K5557DpEmTYDQaAQA//fQT0tLSsGHDBgiCgN69e9ssWCKSv4ulGSiquI4wz84AgH89sVTiiFrXsRPnoG7EYB217w9zuEuqT7OLdGxsLA4dOoTU1FTMmnWje75p06YBqGrdqVAoMGXKlJZHSURtRkbJeRjNlVA5tc+raNX3gW+9HO8P0601u0j3798fH374IRYsWFBvgwc3Nze88847GDBgQIsCJKK2wyyacbrgJNTKGw1Jp30ZZ7VMZUUl1kxa0dqhEbVJLerMZPTo0YiJicEPP/yAc+fOQavVwsPDA9HR0Rg6dCi8vdtfy06i9ixPk418XR58XTpYpild2W83UXO1uMcxLy8vPP7447aIhYjauMzSdOgqtQjz6Cx1KEQOoUUDbJSXl+P//u//kJiYaDU9NjYWH3zwAUpLS1sUHBG1LWcLT0OpULGXMSIbaXaR1mq1mDBhAj755BPk5eVZzSsoKMDGjRsxYcIEjm1K1E4U64uQUXwBPq6+UodC5DCaXaTXrVuH1NRUiKIINzc3q3lBQUEQRREXLlzAqlWrWhwkEclfZskFlBqK4a3ykToUIofR7CK9Z88eCIKAuXPn4u2337aa98knn+Ddd9+FKIr4/vvvWxwkEcnfhaI0iCLgpOAIuES20uxPU3Z2NlxcXDBhwoR65z/11FOIj49Hbm5us4MjorZBb9Lj98LTjeqrW+mqwoxvZ8HXyxVFpRUQb7lG+1PfbUI+V90+NbtIq1QqlJaWIicnB6GhoXXmZ2ZmwmAwwMvLq0UBEpH8XSrNRGHFNQS7h0sdikNobP/f5PiaXaR79+6Nw4cP49lnn0VsbCx69uwJDw8PlJSU4NSpU1izZg0EQUDPnj1tGS8RyVBmyQUYTAa4OrtKHQqRQ2l2kf773/+OI0eO4NKlS3j33XfrzBdFEYIgYNKkSS0KkIjkzSyaceb6Sbg583KsrTS2/29yfM1uOPbAAw/gnXfegbOzM0RRrPPPyckJb7zxBh588EEbhktEcpOvy0OeJge+rn5Sh+IwOA40VWtRM8wJEyYgJiYGO3fuxJkzZ6DRaKBWq9GjRw+MGjUKXbp0sVGYRO2TTqe1jDt8Ki1bll/WWSXp0FSWIcSD96OJbK3Fz0qEhITg+eeft0UsAACz2YxPP/0UW7duxaVLl+Dm5ob77rsPM2fOtGqgdvToUbz55psAgCNHjtTZzpUrVxAfH48jR45Ar9ejV69eePPNN3HnnXdaljEYDFi6dCl27dqFwsJChIeHIzY2lt2cEjXB2cLTcFI4s5cxIjtodJHOzc2Fk5MTgoKCLL83VkhISKOXXbRoEbZs2YL58+fjrrvuwqVLlzBv3jxMnDgRu3fvhpOTE5YvX45169bB398fFRUVdbZhMBjw97//HWq1GmvWrIGLiws+++wzPPvss9ixYwfCw6uO+OfNm4eUlBQsXLgQXbt2xYEDB/DOO+/Azc0NI0eObHTMRO1VmaEEF4rPwdeFl7qJ7KHRRXro0KHw8/PD0aNHLb835shZEASkpqY26jWMRiP27t2L2NhYjB49GgAQHh6O6dOnY+bMmUhLS4OLiwt27NiBjRs3YtOmTTh06FCd7SQnJyMjIwO7d+9GZGQkAGDBggU4fPgwVq1ahffeew85OTnYtm0bFixYgKFDhwIAJk2ahJMnTyIhIYFFmqgRskoyUKIvRoR3lNShEDmkJl3uFkXxpr+3OBhnZ6SkpNSZrlBUtW9TKpUICgrC1q1b4ePj0+B2Dh06hM6dO1sKdPW277//fhw8eBBA1SVyURTrNGwbPHgwdu3ahcuXL1vOuImofheK0yCKZjizlzEiu2j0J2vMmDHw8PCw+r017kGlpqYiMTERMTEx6NGjR6PWyczMrLfAdu7cGVu3bkV5eTkyMzOhUqksl++rderUCQCQkZFx0yItCFX/pFT9+lLH4Yjkktuary+H91xNBpMBqddPwUvlhSaHJdz4X5C4yzGhOg40P7+2+DvZ6m8t5/eMI7DFd0NT1m10kY6Pj7/p77a2ePFirF+/HiaTCRMmTMCsWbMava5Wq0VYWFid6dUHGWVlZdBoNHB3r9tStuYyNxMR4lPv+lKICPGROgSHJXVutVql5Wc5vecAIK0gDXqhBF0CQqFWNq8TE19P6Ts/cdIbYCpXoXOwN4I8fJq1DVv8nWz1t665nS7B8nrPOJKWfDfU/BvdSrOuUVVWVmLKlClQKBRYs2YNnJycmrOZm5oyZQrGjh2L1NRULFmyBJmZmUhKSrLLazVHZm4x1OpKSWMQhKo3SmZuMWx856Hdk0tudTqt5Wc5vOdq+unicRSUlaKDcxj0Qt0GnDclVBXoorIKSN15t8agR5nBgIt5JdCqXZq1DVv8nWz1t665nay8Yri5yec94whs8d1Q8290K80q0kqlEmlpadDr9XYrmn5+fvDz80NUVBQiIiIwbtw47Nmzp1ENujw9PaHV1k1CWVkZBEGAl5fXTZcBcMs+x0URsimMcorF0Uid25qvLXUsNYmiiDMFJ+Hq7AYIQpPrrOUStyh5ja56/T/iaG5+bfF3stXf2s3NHenZRYgM9UFGDg/g7aUlf6OmrNfsHseGDx+OiooK/PDDD83dRB2FhYVITk7GtWvXrKZ3717V2Xx6enqjthMZGYmLFy/WmZ6VlYXQ0FC4uroiMjISBoMBeXl5dZYBgKgotlYlasi18nzkaC7Dh49eEdlVs5tkPvrooygqKsJrr72GmJgY3HHHHfD19bW0xK5pzJgxjdqmXq9HXFwc3njjDUydOtUy/ezZswBQp5FXQx588EF8++23uHDhgqXYGgwGHDp0yHImPmjQICgUCuzfv99quM19+/YhOjq6Sc92E7U3mX/0MtbRve4IeERkO80u0s888wyAqsteP/zwQ4Nn1IIgNLpIBwcH47HHHsPKlSvh5+eH/v37IycnBwsXLkRAQACGDx8OrVZrGWu1oqICZrPZcubt6uoKT09PPPLII7jtttswc+ZMzJ8/Hx4eHvj4449RWVmJ2NhYAFUF/6mnnsKyZcsQHByM6OhoJCcnIyUlBStXrmxuWohkyRbdi9bcxuxv34cCTlAIzb4YR0SN0OwiXfMZaVs+L71gwQIEBgYiMTER+fn58Pf3R79+/RAXFwcvLy8sX74cK1assFpn4MCBAICxY8ciPj4ezs7OWL16NT788ENMmTIFBoMBd955JzZs2ICOHTta1ps9ezY8PDwwf/58FBYWIiIiAkuXLkVMTIzN9odaV1vo69oRXCg6C28XX6nDIHJ4zS7SH374oS3jsFCpVIiLi0NcXFy986dPn47p06ffcjv+/v746KOPbrqMs7PzTV+LiOp3vawAEaooVFYYrKYrXVUSRUTkmJpVpP/73/8iMzMTZWVlCA0NxZ///GcEBwfbOjYikqn907+vd/r0bxvfnwER3VqTi/TcuXPx9ddfW01LSEjAu+++i7/+9a82C4yI5EFXqcW5ot/xv+yfpQ6FqN1pUpH+7rvv8NVXX9WZXllZifnz5yM6Ohp9+vSxWXBEJA2j2YjMkgs4c/0UTl77Bdd0V2HUGy3zp6x/GUrXxveaRETN06QiXV2gq8eQDg4ORlpaGlavXo3S0lJs3ryZRZqojRJFEXnabKReP43jV39GniYbepMe3i6+6OIVCVQC+7ALAKB0VfL+M1EraFKRPnv2LARBwLJly9CrVy8AVaNGde3aFS+++CJOnz5tlyCJyH6K9UU4W3gGJ67+F5nF51FWWQp3pQeC3EPg5qy2LFdZabjJVojIHppUpEtLS+Hq6mop0NXuv/9+AEBRUZHtIiMiu9DpdKgwViC9OA1nCk7i98LT0AhlcBaU8HcLRIhHeKuMcEdEt9bk8aRdXeuOWlM9zWw22yYqIrKb++7sXmfai9vfgJMgj8Fr2iu12h0XLvNEh6xxpHaiBlT1bqet0xl+W+ogpcJYjqzSdJzJ/e2my7FAE8lTk4u00WjEL7/8Um8vYw3N69+/f/MjJJJI9djitcn9bKfMUIL04vM4V/Q7fi/8DdfLC1BRXm6Zz5bZRG1Hk4u0RqOx9NtdkyAI9c4TBAGpqanNj5ColdXsWrQtEEURBeVXkV5yHmmFZ3Cu6HeU6oshiiK8XHwQ7tkZgquA/ajqgIQts4najiYXaVv2000kR0bzjeeBRyU+jr/cNg73Bg+UvDFV9cAyAGAWzcjV5CCvMhunC07icmkmyipLoYATfF390MU7Cs6KGx9vtswmapuaVKTHjh1rrziIZMEsmrE3a5fld6WLM3Zc/go6QYdhEY9CqZDuMnF9Db4eWTcKKidX+Ln6Icg9hKNSETmYJhVpew2qQSQHoijip8v7sP/yjX6pO3qEoBSl+D7rW5ToizC223iolfJpONbd93bJz/CJyH7YupvoD7/k/xvfZXwDT6Wn1XQ/V3+oFC44nJuC0spS/K37M+jg5t8qMV0oPGv5eVTi4/D3DoSr843HIO1ZoGuPcFVZUWm31yKi+rFIEwFIvf4bvjn3ORSCEwLUQXXme6g8EeEVhVPX/geNoRRPRE9CJ68udoun3KjDjxe/x48XdlumhXXo1KoNvv71xNJWe622js84k73wBha1e1kl6diSth4VpnKEeoQ3uJyLsyuifHogqyQDa09/jNMFJ+0ST0bxeSSdWoZdmVvh5uxml9cgoraBZ9LUrl3R5uLzs+tQUF6AKJ/oW14+dlY4o5tvD2SVpmNDahIejRyHB0IftMllZ72xAj9l78P+S99DU6lBpHc3CJXS3W+e9mWc1e+VFZVYM2mFRNEQtU8s0tRuFVUU4vPf1+Fy2UVE+fZodKEVBAFdvLriii4XX5/fiGJ9UYtbfl8qzcLOjK9xKvc4fFV+6OwWAaFSkPQ+MJ+lJpIeizS1S9pKDb44+ynOFf+Orj7RTe4WUxAEBLuHorDiOnZnbUeJvghjuj0Bd2X9vZQ1xGAy4EjOAfxwcRdKDEX48fndt16JiNoNFmlqd/QmPb4+twmnrh1HhHdUi86A/Vw7QOWkqmr5bSjB36InNrrld64mGzvTv8ZvBSfgqfJGN5/bsAc7mx0LETkeFmlqV0xmE3Zc+Ao/5x1GJ68IuDjXHdWtqTyUnojw7obfCo6jzFCK8T0m37Tlt9FsxLHcQ9hzcScKyq+hs1ekpYEY7wMTUU0s0tRuiKKIvRd34qfsHxDsHmbTTklcnFwQ5dMDGcXnsfb0xxjX/WlEqqMsfYCfSsuGWu2Oq7or+C79G5y4+l+4Kd0RXaszEt4HJqKaWKSpTdPptLV+1zWwJHAoZz++z9oJP1d/eLl42zwWJ4Uzonx7IKs0AxtSk/Cn4D9b5mm1Gvz3yjH8kLUTV8uvIMyjC7w9fGweAxE5FhZpatMaO1rV8fyfsTP9a6id3dHBLcBu8VS1/I5Evi4X29K/tEwfcFePOstO/3aW3eIgIsfAIk0OL63wDL4+txlmUURH9xC7v54gCOjoHgqnyqa1GCciqo1Fmtq0U2nZVr/rdDqr0aIulWbhi7TPoK0sQ4R3t1aNzcfVz/Lz5E9fgKtbyxupEVH7wiJNbZpa3XDjr2u6fHye/imuaa+gq++texOzJ1c3VzYKI6ImY9/d5LA2n1qHjILzCHftApPeWGdUJyIiueOZNDms6ueL9+PG+NBsrEVEbQnPpNsxnU6LqHBfRIX71nmUqa0ymo1ShyALlRWGWv84FjRRW8QzaXIYoihi/6UbZ81T1r8MpWvzu/yUA6Wrqlln/xwLmsgxsEiTw/jPlaP4sUaRVroq2ViLiNo0FmlqMZ1OW6f7y9Z2rjAV3174EkqhbZ852wr7ACdyDCzS1OblaXOw5dxGaCo1CPfoLHU4ssArCESOgUWa2rQyQwm2pG1AruYyuvneBpOeDcfspbn3x4mo+di6m9qsqnGhN+Ps9dOI9O4GhcC3MxE5Fn6rUZtkFs1IztiO/145ik5eEVA68fIuETke2RVps9mMtWvXYtSoUejTpw/uvfdevPLKK8jJybEs88svv2DChAm44447cPfdd+PVV19Ffn6+1XbOnTuHF154AQ888AB69eqF0aNHIzk52WoZg8GARYsWYfDgwejVqxdGjBiBb775plX2k1rmcPZ+pFz+HkHuIS0eF5rPFBORXMnunvSiRYuwZcsWzJ8/H3fddRcuXbqEefPmYeLEidi9ezeys7MxZcoUjBgxAv/4xz9QVFSERYsWITY2Flu3boVSqUR+fj6eeeYZ9OnTB6tWrYKbmxt27dqFuLg4ODk5YdiwYQCAefPmISUlBQsXLkTXrl1x4MABvPPOO3Bzc8PIkSMlzoQ81dfpyc3GcLaH0wW/4ruMrXBXesLHxbfF2+MzxUQkV7Iq0kajEXv37kVsbCxGjx4NAAgPD8f06dMxc+ZMpKWlYfPmzfD19cX7778PZ+eq8OPj4zFixAjs2bMHo0aNwv79+1FcXIwFCxYgJKRqaMKXX34Zu3btwvbt2zFs2DDk5ORg27ZtWLBgAYYOHQoAmDRpEk6ePImEhAQW6QY0dvxme7lUmoWvz21EpbkSoZ6dJI2lttp9g/OMnIhaSlZF2tnZGSkpKXWmKxRVV+WVSiUOHz6MIUOGWAo0AERGRiIsLAwHDx7EqFGjLNOdnKzH81Wpbty3PHLkCERRxIMPPmi1zODBg7Fr1y5cvnwZ4eHhttgtspHCiuv4Mm09rumuoZtvD5tt11bPFPOMnIhsTVZFuj6pqalITExETEwMwsPDcfXqVXTqVPcMqnPnzsjIyAAADBs2DMuWLcM///lPvPfee1Cr1fjuu+9w/vx5vPbaawCAzMxMqFQqBAUFWW2netsZGRk3LdKCUPVPStWv39w4aq7X2P357Vx2nWk6nQ739u3epO00VblRh6/PbUBGyXl08+kBRQMvonJVYUYTHxNS1XqmWKj1iy12R6i93VYm1PpZ4rfujQAEQBAljaQqlD/+zlJ/pm2lpd8N1DBb5LYp68q2SC9evBjr16+HyWTChAkTMGvWLBQWFgIA3N3rNhTy8PCwNC7z8/PDZ599hmnTpqFfv35wdnaGIAj44IMPMGTIEACARqNpcDsAUFZWdtP4IkJ86l1fChEhPo1aTqu1vp+sVd7onavx+1P3tWpu1x55MZlNWHNiC86VnsSdoT3hpnSz6fZrMyhvtKf08XCFyq1xLcdnJ8+23k6FAR899lHVdjwbvx17sNoniWOpydfTVeoQ4KQ3wFSuQudgbwR5+Egdjk019ruBmq4ludVqG98zomyL9JQpUzB27FikpqZiyZIlyMzMxMKFCxu1bkFBAV5++WV07twZH3zwAdRqNX788UfMmzcP3t7elnvQLZGZWwy1Wtp7joJQ9UbJzC2G2Iizka5hDTeyasn+1GxMZuu8iKKIHy7uwo4Lu9DRPRQV5QIqyitstv361Ly3XKypgLLS3Lzt1FivuKz527EFq32SOBYAgFBVoIvKKgCJz6Q1Bj3KDAZczCuBVu0ibTA20tTvBmo8W+S2KaMOyrZI+/n5wc/PD1FRUYiIiMC4ceNw9OhRAFVnwbWVlZXB29sbALBmzRpcv34dW7dutZzV9enTBxcuXMA///lPDB06FJ6ennXOLKu3AwBeXl43jU8UIZs3vy1i0Wp1dbbR2D64a65n67z8L/9n7M7cAW+XDvBQebXK97lY65fmvqZY62cp3y5yigWocYm7Bfm1FbFGHHL5TNuKnL6nHE1LctuU9WRVpAsLC3Hs2DH0798fAQEBlundu1fd78zOzkZwcDAuXrxYZ92srCzcd999AID09HSEhobWuewaERGBAwcOQBRFREZGwmAwIC8vD8HBwVbbAYCoqChb757kTqVZ30/W6XS4786q3Fb/X9OFy0WtEldDLhSnYdv5L6EQnBCgDpQ0lraOXXoStU2y6sxEr9cjLi4O27dvt5p+9uxZAEBQUBCGDBmCQ4cOobLyxiXV1NRU5ObmWi5jh4SEICcnB+Xl5VbbSU9PR3BwMARBwKBBg6BQKLB//36rZfbt24fo6GjLo1uORK12r/VPLXVIFjqdFlHhvogK94VOp8VV3RVsSduAEkMxwjzk9agVEVFrkdWZdHBwMB577DGsXLkSfn5+6N+/P3JycrBw4UIEBARg+PDhGDBgAHbu3Ik5c+bghRdeQFlZGebOnYs77rgDDz30EADgySefxNdff40333wTL7zwAtRqNfbv348DBw7g1VdfBVBV8J966iksW7YMwcHBiI6ORnJyMlJSUrBy5UoJsyCNYyfOyaZoawxl+DJzPS6XZaGb720Q2ESViNopWRVpAFiwYAECAwORmJiI/Px8+Pv7o1+/foiLi4OXlxe8vLywfv16LFq0CKNHj4arqytiYmLw1ltvWZ6njo6OxqpVq5CYmIinn34alZWV6NSpE2bPno1nnnnG8lqzZ8+Gh4cH5s+fj8LCQkRERGDp0qWIiYmRavclo1arJRkHuj5fndmE34pPoItXFMx6E8wwcehFImqXZFekVSoV4uLiEBcX1+AyvXv3xsaNG2+6nQEDBmDAgAE3XcbZ2fmWr0Wtb+n49//4aY9lGu+nElF7JKt70kRERHSD7M6kiR77ZDwCfYJvvSARkYNjkSZJ1H6Yv+ZIWs4uSoe4B83HnoiopVikyabqG7ayvgZpUo+mRUTUFrBIt2NqtbvNOyyRY6coRERtFYs0SeJmvZ8REVEVFmmyqcZ2iiKXZ7KJiOSMRZpsSk6dohARtXUs0kS1KF1VmPHtLPh6uaKotELyUZqIqP1iZyZEREQyxSJNREQkU7zcTS1mj0e5iIiIZ9JERESyxSJNREQkUyzSREREMsUiTUREJFMs0kRERDLFIk1ERCRTLNJEREQyxSJNREQkUyzSREREMsUiTUREJFPsFrSN02q10Om0EGsN1cThIomI2j4W6TbOw8Oj3unsS5uIqO3j5e42SqfTomuYr9RhEBGRHfFM2gH8/Os5uLmppQ6DiIhsjEXaAajVari58R40EZGj4eVukgW12h1nsq7gyS/+DmdXpdThEBHJAos0ERGRTLFIExERyRSLNBERkUyxSBMREckUizQREZFMsUgTERHJFIs0ERGRTLFIExERyZTsirTZbMbatWsxatQo9OnTB/feey9eeeUV5OTkWJb55ZdfMGHCBNxxxx24++678eqrryI/P7/OtjZt2oRhw4ahd+/eGDZsGDZv3mw132AwYNGiRRg8eDB69eqFESNG4JtvvrH7PhIRETWG7Ir0okWLsHz5ckydOhW7du3CkiVLcObMGUycOBEGgwEZGRmYMmUKwsPDsW3bNnzyySfIzc1FbGwsKisrLdv59NNP8f/+3//Dyy+/jN27d+PJJ5/Ee++9h507d1qWmTdvHrZt24b58+dj165dGD9+PN555x0kJydLsetERERWZNV3t9FoxN69exEbG4vRo0cDAMLDwzF9+nTMnDkTaWlp2Lx5M3x9ffH+++/D2bkq/Pj4eIwYMQJ79uzBqFGjoNPpsHz5crzyyit49NFHAQCTJ09Gx44dERERAQDIycnBtm3bsGDBAgwdOhQAMGnSJJw8eRIJCQkYOXKkBBkgIiK6QVZn0s7OzkhJScFLL71kNV2hqApTqVTi8OHDGDhwoKVAA0BkZCTCwsJw8OBBAMDRo0eh0WgsBbra8OHDER0dDQA4cuQIRFHEgw8+aLXM4MGDkZWVhcuXL9t694iIiJpEVmfS9UlNTUViYiJiYmIQHh6Oq1evolOnTnWW69y5MzIyMgAAv//+O7y9vXH58mW8+uqrOHfuHAICAjBt2jSMGjUKAJCZmQmVSoWgoCCr7VRvOyMjA+Hh4Q3GJQhV/6RS87WljsVWBAEQcOOftMHc+F8QJY3EMckov0J1HHCMzxFwYz8cZX/kxBa5bcq6si3Sixcvxvr162EymTBhwgTMmjULhYWFAAB397rDMnp4eFgalxUUFMBoNGL+/PmYMWMGAgIC8PXXX+P111+Hs7Mzhg8fDo1G0+B2AKCsrOym8UWE+NS7fmvRam+MFNUlWNpYbEVv1MPL3QWCIMDX3VXqcAAAvp7yiMNRySG/TnoDTOUqdA72RpCHj9Th2FREiI/UITisluS25vf3rci2SE+ZMgVjx45FamoqlixZgszMTCxcuLBR6xqNRmi1WsyaNQsDBgwAAPTu3Ru//fYbEhMTMXz48BbHl5lbDLW68tYL2olOp7X8nJVXDDc36WKxFb1Jj1KtHgIEKE0V0gYjVBWQorIKgGfStiej/GoMepQZDLiYVwKt2kXaYGxEEKqKSGZuMUS+f23KFrmt+f19K7It0n5+fvDz80NUVBQiIiIwbtw4HD16FACg0WjqLF9WVgZvb28AgKenJ4CqwlzT3XffjQ0bNsBsNsPT0xNabd1EVZ9Be3l53TQ+UYSkb/6ary11LLYiije+r6XeHaFGIFLH4ojklF+xRhyO8DmqyVG+G+SoJbltynqyajhWWFiI5ORkXLt2zWp69+7dAQDZ2dkIDg7GxYsX66yblZWFrl27AgC6dOkCACguLrZaxmw2Q61WQ6FQIDIyEgaDAXl5eXW2AwBRUVE22CMiIqLmk1WR1uv1iIuLw/bt262mnz17FgAQFBSEIUOG4NChQ1bPRKempiI3N9fyKNWgQYOgUCiwb98+q+0cP37cUvCrl9m/f7/VMvv27UN0dDRCQkJsvXtERERNIqvL3cHBwXjsscewcuVK+Pn5oX///sjJycHChQsREBCA4cOHY8CAAdi5cyfmzJmDF154AWVlZZg7dy7uuOMOPPTQQwCA0NBQ/PWvf0VCQgKCgoIQHR2NLVu24MyZM1i1ahWAqoL/1FNPYdmyZQgODkZ0dDSSk5ORkpKClStXSpkGIiIiADIr0gCwYMECBAYGIjExEfn5+fD390e/fv0QFxcHLy8veHl5Yf369Vi0aBFGjx4NV1dXxMTE4K233rI8Tw0Ac+fORYcOHRAfH4/r16+jS5cu+OSTTzB48GDLMrNnz4aHhwfmz5+PwsJCREREYOnSpYiJiZFi14mIiKwIoshmBY2l1Wotj2idSsuGWi3dY086nRZ9osMAAL+dy4abmwM8gmXS4/1jsyFAQAe3AEljEQD4ermiqLRC8oZNjkhO+dUYylCiL8LMe+bD3y1Q4mhsQxCAyFAfZOSwdbet2SK3Nb+/G3ocuJqs7kkTERHRDSzSREREMsUiTUREJFMs0kRERDLFIk1ERCRTLNJEREQyxSJNREQkUyzSREREMsUiTUREJFMs0kRERDLFIk1ERCRTLNJEREQyxSJNREQkU7IbqpLq0um09UzTSRAJERG1JhbpNqB6SLP2wiyKMIkmSWMQAJjMJphEk+RDKToiOeXXDLPEERA1jEW6jRNF0WHGjFUICrg6uSJPm4tifaGksQgA3PVKaMsrJS8ijkhu+e3g6g+F4CR1GER1sEi3AafSsuudLgitHIidKRVKTOz5PLSVZVKHAgFAWJAXsvNLZVFEHI3c8qtSuMDXxU/qMIjqYJFuA9Rq93qnO1qRBoBwz85ShwCgKreRQT7wMDrGVQq5YX6JGoetu4mIiGSKRZqIiEimWKSJiIhkikWaiIhIplikiYiIZIpFmoiISKZYpImIiGSKRZqIiEim2JlJE4g1el2QwwAXggBotUrodFp2CGFjzK19Mb/2xfzajy1yW7N+iLfYCIt0E9RM7H13dpcwEiIicgQ6nQ4eHh4NzuflbiIiIpkSxFuda5OF2WxGQUEBAECtVkNwxM6ziYjIrkRRtFyZ9ff3h0LR8PkyizQREZFM8XI3ERGRTLFIExERyRSLNJEN8e4REdkSizSRDVU3JjSbzRJH4jh0Oh12794Ng8EgdSgOjQeY8sQi3Q6YzWYYjUapw3BYOp0OmzdvxuLFi7F27Vrk5+dDoVCwUNuARqNBTEwMTp06BZVKJXU47QLft/LC1t0OTqfTYebMmRg7diwGDx4MpVIpdUgORaPR4PHHH0dAQACuXr0KrVaLoKAgrFq1Ch06dJA6vDZNo9HgL3/5C3r37o2EhASpw3FI5eXl2LRpE7Kzs+Hh4YEnn3wSoaGhMJvNN30siFoPexxzcJ999hn27duHjIwMuLi4YMCAAXBycpI6LIdgMBjwwgsvoFevXnjvvffg4uKCb775BgkJCThx4gQefvhhAFWXEflMfdNoNBo8+uijVgXaZDLVee8yt82n0Wjwt7/9DR06dEBxcTGuXbuGr776Cl999RU6deokdXj0Bx4qObj8/Hzcc8898PHxwVtvvYV///vfvPRtI6mpqSguLsa0adPg7u4OZ2dnjB07Ft7e3gCqrmKUl5dDEATe72uCiooKjBw5Er1798ayZcsAVB0QVRfowsJC5ObmQqPRMLfNVFlZiTfeeAPdu3dHUlIStm/fjoULF8Ld3R0fffQRKisrpQ6R/sAi7eCuX7+OoUOHYvHixQgKCsLbb7+NY8eOsVDbwJUrV3Dx4kWYTCbLNLPZDIPBgNWrV2PUqFF44okncPz4cQiCwHt9jfT777+jqKgITk5OMJvNEEURKpUKJpMJM2fORGxsLMaOHYsnnngCJ06cYG6b4cqVK8jOzsbjjz8ONzc3ODk5YejQoRgwYADOnj3LfMoIi7SDqv5yc3V1RUBAAEJDQxEfH4+OHTvetFDzrKTx+vbtC7VajcTERBw7dgyZmZl46qmn4Ovri6eeegqTJk2Cm5sbYmNjkZ6eznt8jdS7d298/PHHOHr0KGbMmGG5nD1p0iRkZ2fjL3/5C55++mk4OTnhueeeQ1ZWFnPbRGVlZcjMzIRerwcAy5nzvffeC61Wi+LiYgmjIysiOQyTySSazWbRaDRaplVWVooVFRWiKIqi2WwWz507J44bN04cNGiQePDgQdFgMFiWLS4ubvWY25L68rtt2zbx/vvvF++55x5x2LBh4p///Gfx+vXrlvm//vqr+PDDD4vTp08X9Xq9aDabpQi9TTCZTFY/HzhwQOzfv7/48ssvi5s3bxbfeOMNq9wePXpUvP/++8X333/f8rehxikrKxPvv/9+cdeuXVbTt23bJvbt21e8cuWKRJFRbTz8dBAajQZvvvkmnn32WYwaNQorV67Eb7/9BmdnZ7i4uMBsNkMQBHTr1g0LFy5EUFAQ5syZg2PHjgEAFi1ahDFjxsBgMPBsuh715TctLQ1jxozB3r17sW3bNgwYMAA9e/aEn5+f5czkjjvuQOfOnVFRUQGVSsVGTvUoLy+3nA1X3zpQKBQYNGgQFi9ejF9//RVLly5F37594evra3l/DhgwAH5+figpKYFCoWBub8JkMqG4uBglJSUwGAzw8PDA9u3bMXLkSAA3rqCJogi1Wg1nZ+s2xWfPnkV5eXmrx0283O0QtFotxowZg5KSEgwYMAB9+/bFpk2b8MYbb2Dv3r0AYPXcbrdu3fDBBx8gKCgI8+fPxyuvvIIvv/wSS5cuZSGpR3353bhxI2bMmIHk5GS4u7sjJCQE2dnZKCoqAgAolUrL7QQPDw+EhYXBZDLxAKgWg8GA0aNHY/jw4Th79iycnJysCvXAgQPxj3/8A3feeSf+9Kc/QRAECIKAyspKVFRUIDAwEJGRkQB4q6YhGo0GcXFxePbZZ/HII48gPj4e586dQ0BAgGWZ6u+G4uJieHh4wMfHxzJv8eLFmDJliuXSOLUyKU/jyTYWLlwoPvPMM1bT9uzZIz799NPi7bffLu7YscMyveYlxcuXL4t9+/YV+/fvL6amprZavG3NrfK7fft2URRF8fPPPxejo6PFJUuWiKIoilevXhWXLl0q3n333eKFCxdaPe62oLS0VHzooYfEBx54QOzXr594+vRpURRFq1sKRqPRcstGo9GIoiiKOp1OTEhIEO+77z4xKyur9QNvI7RarfjnP/9ZfOGFF8QNGzaIc+fOFXv27Cm+/fbbYklJSZ3lV69eLQ4dOlTU6/WiKIpiQkKC2LdvX/HkyZOtHTr9gc9JO4C8vDyEhYUBqDozUalUeOSRRxAQEIDExETMmjULKpUKw4YNg0KhsDxbum3bNoiiiE2bNqFbt24S74V83Sq/s2fPhqenJ8aMGYOTJ08iKSkJmzZtQseOHVFWVoZPP/0UXbt2lXgv5Ck1NRUajQZz5szBunXrMGnSJKxfvx49e/a0PBdd/e/atWtYuXIlzpw5A7VajfT0dKxZswadO3eWejdka8WKFfD390diYqJlmq+vL9avX4/nn38eXl5eVsu7ublBr9fDyckJK1aswOrVq7F582b06tWrtUOnP/BytwMQBAGnT58GAKhUKstl1jvvvBMvvfQS7r77bnz00Uf47bffLMtv2rQJH3/8MQt0I9wqv/369cPChQuRl5eHOXPmYMOGDXjmmWcQGxuLTZs2oWfPnlKGL2t6vR5qtRqPPPIIXn31VYSGhmLSpEk4c+aM5RGsmrp27YrAwEDcd9992LBhA26//XaJIm8bsrOzERoaCgCWvs/Hjx8Pk8mE48ePW5YT/7hVEBgYCJVKhTfffBNJSUks0HIg8Zk8tUB1a9adO3eK999/v/ivf/3LMq+ystLy8w8//CAOGjRITEhIsEzLyMgQz58/33rBtkFNye/AgQPF//u//2v1GB1BzRbGP/30k/iXv/zF6tJ3zVxT0zzzzDPiqFGjRFG88X6urKwU+/XrJ37xxRd1li8qKhJ79eol3nbbbbwFJhM8k27Dqht4DRo0CN26dcOXX36JnTt3AgCcnZ0tZ3wPP/wwHnroIezYscPSeCkiIgJRUVGSxd4WNCW/Dz/8MHbu3GnVsQndXPVZ8ogRIyxncoMHD8brr79uOaM+ffq0paXxF198gf/973+SxduWVOfzT3/6E8aPHw+g6v1sNBotrbQ9PT3rrOfj44N3330XycnJuO2221ovYGoQi3QbZzab4e3tjfj4eIiiiISEBHz33XcAqgpJ9SWu7t27w9vb2/IoFjVOU/MrsoVxo1V3QFLdYru6aNcs1JMnT0ZGRgZWrVqF+Ph4q1bH1LDqz/iTTz6JCRMmWKY7OztDEASYTKY6HcAkJSXh559/xl//+ld06dKlNcOlm2CRbuOqny3t2LEjNm7cCKPRiKVLl2LVqlUAYBneLz09HX5+fuzur4maml+eSTdfdaNG4Eah7tKlC0aOHInExERs2LCBDfCaqPbzzgBgNBqhUCjg5uZmmbZs2TIsXbrU0u88yQeHqmxDao4CVHsouep5eXl5mDlzJjIzMxEaGor+/fvjypUr+PHHH/H555+jR48eUoUve8yv/dwst7XVnP/KK6/g6NGj+Pzzz3l7xkauXLmChx9+GGvWrMG9996LhIQErFmzho3EZIpn0m1I9ZfcokWL8MsvvwC4cV+vuhOI4OBgLF++HK+99hp8fX1x6tQpKBQKbNmyhQXkFphf+7lZbmurLtBLly7F/v378dlnn7FA30LtQV4aYjaboVKp4O7uDqPRiH/9618s0DLH56TbmOLiYqxbtw7l5eW45557rM5Iqh9Z8fHxwWOPPYbHHnsMQP3j8FL9mF/7uVlua8vKysKJEyewadMmNmBqhJoHQTExMbjnnnvqvWKhUCjg5+eHiIgIvPTSSzCZTCzQMscz6TZEFEX4+PjgpZdewsGDB62ec6xW/aGseReDBaRxmF/7aUxuawoNDUViYiL69OnTShG2fdUHQcnJyQBQ70FQ9eh4vXv3hre3N7755hv07t27tUOlJmCRlrHajZCqW2wOGTIE5eXl+M9//gOg/stbbMF9a8yv/bQkt0BV3+ceHh72DdKBNPYgqHogkpdeeglffvklunfv3sqRUlOxSMtY9RnaxYsXrc7c+vTpg7/97W9YtWoVLl++zLF0m4n5tR/m1r5achBUfcumY8eO9g+UWoyfEJn7+OOPMWzYMMydOxcpKSmW6aNGjUJgYCB2794NURT5aFUzMb/2w9zaT0sOgnhg1LbwryUztb+wHn30UcTFxeHkyZN4/fXX8dZbb+GXX35Bt27dMHDgQHz99deWBiJ8mu7WmF/7YW5bFw+C2gc+Jy0jNVsJX7x4ERqNBpGRkXBzc0NOTg7+/e9/Y8WKFXB2dkavXr0wceJEzJgxA08//TSmTZsmcfTyx/zaD3Nrf7Vba1+6dAm7d+/Gd999h5ycHDzyyCMYN24c7r77bnzwwQf46aefsHv3bjg5OVlGvqO2h0VaJmp+yb399ts4fvw4srKyEBgYiIkTJ2LMmDHw9/dHcXExdu/eja1btyIrKwtlZWV48MEHkZCQABcXF4n3Qr6YX/thbu2PB0HtF4u0zEyfPh0ZGRmIi4uDUqnE1q1bsW/fPjz++ON47rnnEBYWZjkq/uKLL/Cf//wHL774Ijt7aCTm136YW/vgQVA7Z9cxtuiWTCaT5eedO3eKw4YNE9PT062Wee+998RevXqJy5cvF3U6nWg0Gi3z9Hp9q8XaFjG/9sPctq6XX35ZHDlypPjDDz+IBw4cEGfMmCHefvvt4ty5c8XLly+LonhjOMrPP/9cjIuL43C0DoANxyRQUVGBtWvX4vr161AoFJaGHTk5ORBFEcHBwQCAyspKAMDcuXMxbNgwbNq0CWVlZZZ7TMCNAR7oBubXfpjb1lOzwdd3332H8+fPY/ny5Xj44YcxZMgQJCQkYPz48di2bRu2b9+O8vJyyzrjx49HfHw8r1I4ABZpCXzxxRdYvXo1Vq9ejcLCQqvWrVqtFunp6QCqOnSoHgrxtddeQ2lpKY4ePQqAnWncDPNrP8ytffEgiGpjkZbA5MmT8fjjj+Pw4cNISkpCYWEhBEHAkCFDUFxcjPXr1yM/Px9A1QdNFEVotVqEhIQgLCxM4ujlj/m1H+bWvngQRLWxSLey6p6CXn/9dQwaNAiHDx/GJ598goKCAvTo0QNz5sxBcnIyEhISLB9IQRCwa9cuKBQKhIeHSxm+7DG/9sPc2h8Pgqg2joLVisxmM5ycnFBZWQmlUomZM2cCAA4ePAgAmDZtGp588kkYjUbEx8fjt99+Q2BgIDw8PHDkyBF89tlnCAoKknIXZI35tR/m1v6qW3G//vrrMJlMOHjwIERRxNSpUy0HQe+//z6USiWmTJmCrl278iCoHWCRtrOKigqkpKQgOjoa4eHhUCgUUCqVlvkzZ86EKIr46aefIAgCnn/+eTzzzDPo1asXtmzZguLiYgQGBuLLL79E165dJdwTeWJ+7Ye5bT08CKKG8DlpOzIYDJg4cSJ+/fVXqFQq9O/fHwEBAXjooYfQp08fuLu7W0b6SUhIwO7duzF48GBMnToVAQEB0Ov1cHFx4XjFDWB+7Ye5tb/aB0E1D4CqLVq0CD/99BMGDx6M559/Hr6+vjhx4oTlICgsLAzjx4/nQZAD45m0HZWXlyMiIgIlJSVwcXHBPffcg5SUFHzwwQcoLi5Gz5490adPH9x///149tlnUVZWht9//x1r167F1KlT4efnB4Ad4jeE+bUf5ta+DAYDJk+efMuDoFmzZsHV1RW7d++G2WzG1KlTceedd+L222/nQVA7wTNpOysoKMDKlStx+vRpDB48GC+99BK0Wi327NmDzMxM7N27FxqNBi4uLujYsSPOnDkDo9GI5557DtOnT+eX3C0wv/bD3NpPSUkJ4uPj8euvv8LFxQUjRoxASkoKrly5UucgqG/fvkhISEBaWhp69epldRAksk9uh8ci3QquXr2KpKQkHD58GCNGjMArr7ximafX61FcXIzvv/8e169fx65duyAIApKSkhAZGSlh1G0H82s/zK398CCIGoNFupVcu3YNn3zyCY4dO4aHHnoIcXFxAFDnctX169fh7OwMb29vqUJtk5hf+2Fu7YcHQXQrLNKtqKEvO6PRCGdnNg9oKebXfphb++FBEN0MP12tKCAgAM8//zwA4McffwQAxMXFwdnZuc5YsdR0zK/9MLf201BunZycrA6COnToIFmMJB0W6VZW8wN54MABlJeX4+233+aXnI0wv/bD3NoPD4KoISzSEggICMC0adOg1Wpx6tQpFBYWWlprUssxv/bD3NoPD4KoPrwnLaHr169DFEX4+/tLHYpDYn7th7m1n4KCAnz00UfIzMxEYmIiD4LaORZpIiKZ4UEQVWORJiIikine7CAiIpIpFmkiIiKZYpEmIiKSKRZpIiIimWKRJiIikikWaSIiIplikSYiIpIpFmkiIiKZYpEmIiKSKRZpIiIimfr/lqcNcy09tygAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "Use a dict to specify other attributes (kwargs) for fill_between:\n",
    "\n",
    "To demonstrate use of the `where` kwarg to display a holding period,\n",
    "we convert the datetime index into a dataframe, and use that to generate a boolean array:\n",
    "\n",
    "where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values\n",
    "\n",
    "''')\n",
    "\n",
    "dates_df     = pd.DataFrame(daily.index)\n",
    "buy_date     = pd.Timestamp('2019-11-06')\n",
    "sell_date    = pd.Timestamp('2019-11-19')\n",
    "where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values\n",
    "\n",
    "y1values = daily['Close'].values\n",
    "y2value  = daily['Low'].min()\n",
    "\n",
    "mpf.plot(daily,figscale=0.7,\n",
    "         fill_between=dict(y1=y1values,y2=y2value,where=where_values,alpha=0.5,color='g')\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
